Design Report

Dataset statistics

Number of variables	34
Number of observations	467
Missing cells	41
Missing cells (%)	0.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	124.2 KiB
Average record size in memory	272.3 B

Variable types

CAT	18
NUM	16

Reproduction

Analysis started	2020-08-19 05:58:58.264927
Analysis finished	2020-08-19 06:00:01.885648
Duration	1 minute and 3.62 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`year` has constant value "2015"	Constant
`name` has a high cardinality: 465 distinct values	High cardinality
`age` has a high cardinality: 61 distinct values	High cardinality
`streetaddress` has a high cardinality: 459 distinct values	High cardinality
`city` has a high cardinality: 364 distinct values	High cardinality
`namelsad` has a high cardinality: 389 distinct values	High cardinality
`lawenforcementagency` has a high cardinality: 377 distinct values	High cardinality
`share_white` has a high cardinality: 363 distinct values	High cardinality
`share_black` has a high cardinality: 246 distinct values	High cardinality
`share_hispanic` has a high cardinality: 293 distinct values	High cardinality
`p_income` has a high cardinality: 452 distinct values	High cardinality
`pov` has a high cardinality: 281 distinct values	High cardinality
`geo_id` is highly correlated with `state_fp` and 1 other fields	High correlation
`state_fp` is highly correlated with `geo_id` and 1 other fields	High correlation
`county_id` is highly correlated with `state_fp` and 1 other fields	High correlation
`nat_bucket` is highly correlated with `h_income`	High correlation
`h_income` is highly correlated with `nat_bucket`	High correlation
`county_bucket` has 27 (5.8%) missing values	Missing
`name` is uniformly distributed	Uniform
`streetaddress` is uniformly distributed	Uniform
`city` is uniformly distributed	Uniform
`namelsad` is uniformly distributed	Uniform
`lawenforcementagency` is uniformly distributed	Uniform
`share_white` is uniformly distributed	Uniform
`p_income` is uniformly distributed	Uniform
`pov` is uniformly distributed	Uniform

name
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	465
Unique (%)	99.6%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

Unknown	3
Karen Janks	1
Daryl Myler	1
Darin Hutchins	1
Carl Lao	1
Other values (460)	460

Common Values
Length

Value	Count	Frequency (%)
Unknown	3	0.6%
Karen Janks	1	0.2%
Daryl Myler	1	0.2%
Darin Hutchins	1	0.2%
Carl Lao	1	0.2%
Don Smith	1	0.2%
Jeff Alexander	1	0.2%
Jeffrey Pitts	1	0.2%
Wendell King	1	0.2%
Cornelius Parker	1	0.2%
Other values (455)	455	97.4%

Length

Max length	33
Median length	13
Mean length	13.83511777
Min length	7

age
Categorical

HIGH CARDINALITY

Distinct count	61
Unique (%)	13.1%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

29	18
34	18
35	18
36	17
39	17
Other values (56)	379

Common Values
Length

Value	Count	Frequency (%)
29	18	3.9%
34	18	3.9%
35	18	3.9%
36	17	3.6%
39	17	3.6%
31	17	3.6%
37	16	3.4%
24	16	3.4%
26	16	3.4%
28	15	3.2%
Other values (51)	299	64.0%

Length

Max length	7
Median length	2
Mean length	2.042826552
Min length	2

gender
Categorical

Distinct count	2
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

Male	445
Female	22

Common Values
Length

Value	Count	Frequency (%)
Male	445	95.3%
Female	22	4.7%

Length

Max length	6
Median length	4
Mean length	4.094218415
Min length	4

raceethnicity
Categorical

Distinct count	6
Unique (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

White	236
Black	135
Hispanic/Latino	67
Unknown	15
Asian/Pacific Islander	10

Common Values
Length

Value	Count	Frequency (%)
White	236	50.5%
Black	135	28.9%
Hispanic/Latino	67	14.3%
Unknown	15	3.2%
Asian/Pacific Islander	10	2.1%
Native American	4	0.9%

Length

Max length	22
Median length	5
Mean length	6.948608137
Min length	5

month
Categorical

Distinct count	6
Unique (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

March	114
April	96
January	90
February	84
May	81

Common Values
Length

Value	Count	Frequency (%)
March	114	24.4%
April	96	20.6%
January	90	19.3%
February	84	18.0%
May	81	17.3%
June	2	0.4%

Length

Max length	8
Median length	5
Mean length	5.573875803
Min length	3

day
Real number (ℝ_≥0)

Distinct count	31
Unique (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.830835117773018
Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	16
Q3	23
95-th percentile	29
Maximum	31
Range	30
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.658969893
Coefficient of variation (CV)	0.5469686108
Kurtosis	-1.167610677
Mean	15.83083512
Median Absolute Deviation (MAD)	7
Skewness	0.002419749851
Sum	7393
Variance	74.9777596

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
21	23	4.9%
15	22	4.7%
17	22	4.7%
8	21	4.5%
27	21	4.5%
6	19	4.1%
26	17	3.6%
4	17	3.6%
19	16	3.4%
16	16	3.4%
Other values (21)	273	58.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	13	2.8%
2	13	2.8%
3	15	3.2%
4	17	3.6%
5	10	2.1%

Value	Count	Frequency (%)
31	9	1.9%
30	14	3.0%
29	10	2.1%
28	15	3.2%
27	21	4.5%

year
Categorical

CONSTANT
REJECTED

Distinct count	1
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

2015	467

Common Values
Length

Value	Count	Frequency (%)
2015	467	100.0%

Length

Max length	4
Median length	4
Mean length	4
Min length	4

streetaddress
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	459
Unique (%)	99.1%
Missing	4
Missing (%)	0.9%
Memory size	3.6 KiB

I-10	2
4999 Naaman Forest Blvd	2
I-95	2
E Baseline Rd and S 48th St	2
2853 Avalon Meadows Ct	1
Other values (454)	454

Common Values
Length

Value	Count	Frequency (%)
I-10	2	0.4%
4999 Naaman Forest Blvd	2	0.4%
I-95	2	0.4%
E Baseline Rd and S 48th St	2	0.4%
2853 Avalon Meadows Ct	1	0.2%
Hectorville Rd and Bixby Rd	1	0.2%
3800 Vernon Ave	1	0.2%
2800 Longmeadow Dr	1	0.2%
Fern Ave and Phillips St	1	0.2%
331 W Grand Ledge Hwy	1	0.2%
Other values (449)	449	96.1%
(Missing)	4	0.9%

Length

Max length	65
Median length	16
Mean length	17.93361884
Min length	3

city
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	364
Unique (%)	77.9%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

Los Angeles	9
Phoenix	6
Houston	6
Oklahoma City	4
San Francisco	4
Other values (359)	438

Common Values
Length

Value	Count	Frequency (%)
Los Angeles	9	1.9%
Phoenix	6	1.3%
Houston	6	1.3%
Oklahoma City	4	0.9%
San Francisco	4	0.9%
New York	4	0.9%
Indianapolis	4	0.9%
Tulsa	4	0.9%
Harvey	3	0.6%
Fort Worth	3	0.6%
Other values (354)	420	89.9%

Length

Max length	22
Median length	8
Mean length	8.640256959
Min length	4

state
Categorical

Distinct count	47
Unique (%)	10.1%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

CA	74
TX	46
FL	29
AZ	25
OK	22
Other values (42)	271

Common Values
Length

Value	Count	Frequency (%)
CA	74	15.8%
TX	46	9.9%
FL	29	6.2%
AZ	25	5.4%
OK	22	4.7%
GA	16	3.4%
NY	14	3.0%
CO	12	2.6%
IL	11	2.4%
NJ	11	2.4%
Other values (37)	207	44.3%

Length

Max length	2
Median length	2
Mean length	2
Min length	2

latitude
Real number (ℝ_≥0)

Distinct count	462
Unique (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	36.40322413147751
Minimum	19.915194
Maximum	61.218408
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	19.915194
5-th percentile	28.66026672
Q1	33.3352402
median	35.7697792
Q3	39.9374522
95-th percentile	44.94167621
Maximum	61.218408
Range	41.303214
Interquartile range (IQR)	6.602212

Descriptive statistics

Standard deviation	5.193356785
Coefficient of variation (CV)	0.1426620007
Kurtosis	1.675106283
Mean	36.40322413
Median Absolute Deviation (MAD)	3.3626404
Skewness	0.3541898227
Sum	17000.30567
Variance	26.9709547

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
32.4071388	3	0.6%
40.86306	2	0.4%
33.3781938	2	0.4%
32.9599406	2	0.4%
38.9464501	1	0.2%
61.2075577	1	0.2%
35.376175	1	0.2%
37.5631485	1	0.2%
35.1648337	1	0.2%
34.6285944	1	0.2%
Other values (452)	452	96.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
19.915194	1	0.2%
21.3065129	1	0.2%
21.3106435	1	0.2%
21.9338608	1	0.2%
25.1559029	1	0.2%

Value	Count	Frequency (%)
61.218408	1	0.2%
61.2075577	1	0.2%
49.0000114	1	0.2%
48.7085419	1	0.2%
47.8377751	1	0.2%

longitude
Real number (ℝ)

Distinct count	462
Unique (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-96.97266602248393
Minimum	-159.64270019999998
Maximum	-68.1000068
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	-159.6427002
5-th percentile	-122.285112
Q1	-111.9546359
median	-94.7619019
Q3	-82.96158185
95-th percentile	-74.26755766
Maximum	-68.1000068
Range	91.5426934
Interquartile range (IQR)	28.99305405

Descriptive statistics

Standard deviation	16.95384164
Coefficient of variation (CV)	-0.1748311389
Kurtosis	0.1159338992
Mean	-96.97266602
Median Absolute Deviation (MAD)	13.3324662
Skewness	-0.6587733046
Sum	-45286.23503
Variance	287.4327465

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-96.0738907	3	0.6%
-96.6389561	2	0.4%
-111.978452	2	0.4%
-74.0112915	2	0.4%
-95.156517	1	0.2%
-77.7206332	1	0.2%
-92.2934712	1	0.2%
-82.6380997	1	0.2%
-111.9851837	1	0.2%
-106.4396178	1	0.2%
Other values (452)	452	96.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-159.6427002	1	0.2%
-157.8625984	1	0.2%
-157.8598659	1	0.2%
-155.831754	1	0.2%
-149.8582001	1	0.2%

Value	Count	Frequency (%)
-68.1000068	1	0.2%
-69.966423	1	0.2%
-70.9316177	1	0.2%
-71.0899229	1	0.2%
-71.2831421	1	0.2%

state_fp
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	47
Unique (%)	10.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	25.342612419700213
Minimum	1
Maximum	56
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	8
median	24
Q3	40
95-th percentile	51
Maximum	56
Range	55
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	16.76645832
Coefficient of variation (CV)	0.6615915534
Kurtosis	-1.415458598
Mean	25.34261242
Median Absolute Deviation (MAD)	16
Skewness	0.1777118785
Sum	11835
Variance	281.1141245

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6	74	15.8%
48	47	10.1%
12	29	6.2%
4	25	5.4%
40	22	4.7%
13	16	3.4%
36	13	2.8%
8	12	2.6%
34	11	2.4%
53	11	2.4%
Other values (37)	207	44.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	8	1.7%
2	2	0.4%
4	25	5.4%
5	4	0.9%
6	74	15.8%

Value	Count	Frequency (%)
56	1	0.2%
55	5	1.1%
54	2	0.4%
53	11	2.4%
51	9	1.9%

county_fp
Real number (ℝ_≥0)

Distinct count	113
Unique (%)	24.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	91.5845824411135
Minimum	1
Maximum	740
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	29
median	63
Q3	111
95-th percentile	362.2
Maximum	740
Range	739
Interquartile range (IQR)	82

Descriptive statistics

Standard deviation	110.1851291
Coefficient of variation (CV)	1.203096921
Kurtosis	9.16060243
Mean	91.58458244
Median Absolute Deviation (MAD)	40
Skewness	2.79103332
Sum	42770
Variance	12140.76268

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
37	23	4.9%
13	17	3.6%
3	17	3.6%
1	16	3.4%
71	16	3.4%
29	14	3.0%
73	11	2.4%
5	9	1.9%
11	9	1.9%
31	9	1.9%
Other values (103)	326	69.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	16	3.4%
3	17	3.6%
5	9	1.9%
7	2	0.4%
9	5	1.1%

Value	Count	Frequency (%)
740	2	0.4%
550	1	0.2%
510	4	0.9%
485	1	0.2%
479	1	0.2%

tract_ce
Real number (ℝ_≥0)

Distinct count	389
Unique (%)	83.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	236936.61456102785
Minimum	100
Maximum	980000
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	100
5-th percentile	403.3
Q1	5201.5
median	40200
Q3	378450
95-th percentile	960200
Maximum	980000
Range	979900
Interquartile range (IQR)	373248.5

Descriptive statistics

Standard deviation	341262.7217
Coefficient of variation (CV)	1.440312306
Kurtosis	0.07448872917
Mean	236936.6146
Median Absolute Deviation (MAD)	39399
Skewness	1.29304822
Sum	110649399
Variance	1.164602452e+11

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
200	5	1.1%
2000	4	0.9%
1200	4	0.9%
960600	4	0.9%
700	4	0.9%
400	4	0.9%
950300	4	0.9%
960200	3	0.6%
10600	3	0.6%
970300	3	0.6%
Other values (379)	429	91.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
100	3	0.6%
101	2	0.4%
110	1	0.2%
200	5	1.1%
202	1	0.2%

Value	Count	Frequency (%)
980000	2	0.4%
979500	1	0.2%
978400	1	0.2%
970501	1	0.2%
970500	2	0.4%

geo_id
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	458
Unique (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	25434433938.75589
Minimum	1003010300
Maximum	56005000700
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	1003010300
5-th percentile	4013452482
Q1	8022008307
median	2.403380352e+10
Q3	4.01124703e+10
95-th percentile	5.107803147e+10
Maximum	5.60050007e+10
Range	5.50019904e+10
Interquartile range (IQR)	3.2090462e+10

Descriptive statistics

Standard deviation	1.680139797e+10
Coefficient of variation (CV)	0.6605768389
Kurtosis	-1.413977994
Mean	2.543443394e+10
Median Absolute Deviation (MAD)	1.60753037e+10
Skewness	0.1785203481
Sum	1.187788065e+13
Variance	2.822869738e+20

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4.8467951e+10	3	0.6%
4.01430025e+10	2	0.4%
6065043308	2	0.4%
4025002002	2	0.4%
4013116205	2	0.4%
5.30210202e+10	2	0.4%
3.40030546e+10	2	0.4%
4.811301903e+10	2	0.4%
5.30730102e+10	1	0.2%
1051030902	1	0.2%
Other values (448)	448	95.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1003010300	1	0.2%
1051030902	1	0.2%
1073002000	1	0.2%
1073005000	1	0.2%
1073014412	1	0.2%

Value	Count	Frequency (%)
5.60050007e+10	1	0.2%
5.50790209e+10	1	0.2%
5.50590012e+10	1	0.2%
5.50390403e+10	1	0.2%
5.50250019e+10	1	0.2%

county_id
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	300
Unique (%)	64.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	25434.19700214133
Minimum	1003
Maximum	56005
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	1003
5-th percentile	4013
Q1	8022
median	24033
Q3	40112
95-th percentile	51077.4
Maximum	56005
Range	55002
Interquartile range (IQR)	32090

Descriptive statistics

Standard deviation	16801.37976
Coefficient of variation (CV)	0.6605822764
Kurtosis	-1.413976483
Mean	25434.197
Median Absolute Deviation (MAD)	16076
Skewness	0.178523607
Sum	11877770
Variance	282286361.7

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6037	20	4.3%
4013	12	2.6%
6029	8	1.7%
48201	7	1.5%
6071	7	1.5%
6059	6	1.3%
48439	6	1.3%
40109	5	1.1%
34003	5	1.1%
6085	4	0.9%
Other values (290)	387	82.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1003	1	0.2%
1051	1	0.2%
1073	3	0.6%
1079	1	0.2%
1089	1	0.2%

Value	Count	Frequency (%)
56005	1	0.2%
55079	1	0.2%
55059	1	0.2%
55039	1	0.2%
55025	1	0.2%

namelsad
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	389
Unique (%)	83.3%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

Census Tract 2	5
Census Tract 20	4
Census Tract 9606	4
Census Tract 7	4
Census Tract 12	4
Other values (384)	446

Common Values
Length

Value	Count	Frequency (%)
Census Tract 2	5	1.1%
Census Tract 20	4	0.9%
Census Tract 9606	4	0.9%
Census Tract 7	4	0.9%
Census Tract 12	4	0.9%
Census Tract 4	4	0.9%
Census Tract 9503	4	0.9%
Census Tract 9602	3	0.6%
Census Tract 9703	3	0.6%
Census Tract 11	3	0.6%
Other values (379)	429	91.9%

Length

Max length	20
Median length	17
Mean length	17.44325482
Min length	14

lawenforcementagency
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	377
Unique (%)	80.7%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

Los Angeles Police Department	10
Los Angeles County Sheriff's Department	5
Oklahoma City Police Department	5
US Marshals Service	5
Indianapolis Metropolitan Police Department	4
Other values (372)	438

Common Values
Length

Value	Count	Frequency (%)
Los Angeles Police Department	10	2.1%
Los Angeles County Sheriff's Department	5	1.1%
Oklahoma City Police Department	5	1.1%
US Marshals Service	5	1.1%
Indianapolis Metropolitan Police Department	4	0.9%
New York Police Department	4	0.9%
Fort Worth Police Department	4	0.9%
Phoenix Police Department	4	0.9%
Jefferson Parish Sheriff's Office	3	0.6%
Riverside County Sheriff's Department	3	0.6%
Other values (367)	420	89.9%

Length

Max length	95
Median length	28
Mean length	31.38543897
Min length	3

cause
Categorical

Distinct count	5
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

Gunshot	411
Taser	27
Death in custody	14
Struck by vehicle	12
Unknown	3

Common Values
Length

Value	Count	Frequency (%)
Gunshot	411	88.0%
Taser	27	5.8%
Death in custody	14	3.0%
Struck by vehicle	12	2.6%
Unknown	3	0.6%

Length

Max length	17
Median length	7
Mean length	7.411134904
Min length	5

armed
Categorical

Distinct count	8
Unique (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

Firearm	230
No	102
Knife	68
Other	26
Vehicle	18
Other values (3)	23

Common Values
Length

Value	Count	Frequency (%)
Firearm	230	49.3%
No	102	21.8%
Knife	68	14.6%
Other	26	5.6%
Vehicle	18	3.9%
Non-lethal firearm	14	3.0%
Unknown	7	1.5%
Disputed	2	0.4%

Length

Max length	18
Median length	7
Mean length	5.839400428
Min length	2

pop
Real number (ℝ_≥0)

Distinct count	445
Unique (%)	95.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4783.719486081371
Minimum	0
Maximum	26826
Zeros	2
Zeros (%)	0.4%
Memory size	3.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1915.2
Q1	3357.5
median	4447
Q3	5815.5
95-th percentile	8502.7
Maximum	26826
Range	26826
Interquartile range (IQR)	2458

Descriptive statistics

Standard deviation	2374.565749
Coefficient of variation (CV)	0.4963848226
Kurtosis	18.1225437
Mean	4783.719486
Median Absolute Deviation (MAD)	1209
Skewness	2.697154221
Sum	2233997
Variance	5638562.494

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6852	3	0.6%
0	2	0.4%
4579	2	0.4%
2150	2	0.4%
2886	2	0.4%
3721	2	0.4%
4284	2	0.4%
4293	2	0.4%
8810	2	0.4%
1548	2	0.4%
Other values (435)	446	95.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	0.4%
403	1	0.2%
678	1	0.2%
732	1	0.2%
1271	1	0.2%

Value	Count	Frequency (%)
26826	1	0.2%
18168	1	0.2%
13987	1	0.2%
13561	1	0.2%
12351	1	0.2%

share_white
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	363
Unique (%)	77.7%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

87.2	5
52.2	4
58.6	4
39.3	3
75.3	3
Other values (358)	448

Common Values
Length

Value	Count	Frequency (%)
87.2	5	1.1%
52.2	4	0.9%
58.6	4	0.9%
39.3	3	0.6%
75.3	3	0.6%
67.9	3	0.6%
5.7	3	0.6%
5.1	3	0.6%
90	3	0.6%
8.5	3	0.6%
Other values (353)	433	92.7%

Length

Max length	4
Median length	4
Mean length	3.644539615
Min length	1

share_black
Categorical

HIGH CARDINALITY

Distinct count	246
Unique (%)	52.7%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

0	27
0.9	13
0.3	12
0.2	9
0.6	9
Other values (241)	397

Common Values
Length

Value	Count	Frequency (%)
0	27	5.8%
0.9	13	2.8%
0.3	12	2.6%
0.2	9	1.9%
0.6	9	1.9%
0.1	8	1.7%
1.8	8	1.7%
0.4	7	1.5%
1.3	6	1.3%
1.4	6	1.3%
Other values (236)	362	77.5%

Length

Max length	4
Median length	3
Mean length	3.100642398
Min length	1

share_hispanic
Categorical

HIGH CARDINALITY

Distinct count	293
Unique (%)	62.7%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

0	18
0.3	6
1.5	6
2.9	6
10.4	6
Other values (288)	425

Common Values
Length

Value	Count	Frequency (%)
0	18	3.9%
0.3	6	1.3%
1.5	6	1.3%
2.9	6	1.3%
10.4	6	1.3%
3.1	6	1.3%
1.1	5	1.1%
0.7	4	0.9%
6	4	0.9%
2.2	4	0.9%
Other values (283)	402	86.1%

Length

Max length	4
Median length	3
Mean length	3.293361884
Min length	1

p_income
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	452
Unique (%)	96.8%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

22969	3
15373	2
16415	2
23243	2
14256	2
Other values (447)	456

Common Values
Length

Value	Count	Frequency (%)
22969	3	0.6%
15373	2	0.4%
16415	2	0.4%
23243	2	0.4%
14256	2	0.4%
16558	2	0.4%
28125	2	0.4%
17632	2	0.4%
21130	2	0.4%
37476	2	0.4%
Other values (442)	446	95.5%

Length

Max length	5
Median length	5
Mean length	4.974304069
Min length	1

h_income
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	454
Unique (%)	97.6%
Missing	2
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%

Mean	46627.18279569892
Minimum	10290.0
Maximum	142500.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	10290
5-th percentile	20577.8
Q1	32625
median	42759
Q3	56190
95-th percentile	83415.4
Maximum	142500
Range	132210
Interquartile range (IQR)	23565

Descriptive statistics

Standard deviation	20511.19491
Coefficient of variation (CV)	0.4398977952
Kurtosis	2.938621319
Mean	46627.1828
Median Absolute Deviation (MAD)	11502
Skewness	1.35029416
Sum	21681640
Variance	420709116.5

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
50280	3	0.6%
93091	2	0.4%
28537	2	0.4%
51518	2	0.4%
36818	2	0.4%
49973	2	0.4%
34432	2	0.4%
46007	2	0.4%
35524	2	0.4%
32708	2	0.4%
Other values (444)	444	95.1%
(Missing)	2	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10290	1	0.2%
10931	1	0.2%
11378	1	0.2%
15212	1	0.2%
15293	1	0.2%

Value	Count	Frequency (%)
142500	1	0.2%
138750	1	0.2%
135625	1	0.2%
118194	1	0.2%
117413	1	0.2%

county_income
Real number (ℝ_≥0)

Distinct count	299
Unique (%)	64.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	52527.33190578158
Minimum	22545
Maximum	110292
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	22545
5-th percentile	34582
Q1	43804
median	50856
Q3	56832
95-th percentile	77464.5
Maximum	110292
Range	87747
Interquartile range (IQR)	13028

Descriptive statistics

Standard deviation	12948.26381
Coefficient of variation (CV)	0.2465052638
Kurtosis	1.88319875
Mean	52527.33191
Median Absolute Deviation (MAD)	6145
Skewness	1.078794502
Sum	24530264
Variance	167657535.7

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
55909	20	4.3%
53596	12	2.6%
48552	8	1.7%
53137	7	1.5%
54090	7	1.5%
56853	6	1.3%
75422	6	1.3%
45215	5	1.1%
83794	5	1.1%
42334	4	0.9%
Other values (289)	387	82.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22545	1	0.2%
24927	1	0.2%
25498	1	0.2%
26877	1	0.2%
29769	1	0.2%

Value	Count	Frequency (%)
110292	1	0.2%
103208	1	0.2%
98221	1	0.2%
91702	4	0.9%
88202	1	0.2%

comp_income
Real number (ℝ_≥0)

Distinct count	456
Unique (%)	98.1%
Missing	2
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%

Mean	0.895912580064516
Minimum	0.18404908
Maximum	2.8652160139999996
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	0.18404908
5-th percentile	0.4334039334
Q1	0.645365352
median	0.869612089
Q3	1.081454256
95-th percentile	1.507397811
Maximum	2.865216014
Range	2.681166934
Interquartile range (IQR)	0.436088904

Descriptive statistics

Standard deviation	0.3335837842
Coefficient of variation (CV)	0.3723396585
Kurtosis	2.721721337
Mean	0.8959125801
Median Absolute Deviation (MAD)	0.216736985
Skewness	0.9383739963
Sum	416.5993497
Variance	0.111278141

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.157485209	3	0.6%
0.578605671	2	0.4%
1.009943211	2	0.4%
0.517190134	2	0.4%
1.110950665	2	0.4%
0.856491497	2	0.4%
0.71463855	2	0.4%
0.662810658	2	0.4%
1.47618007	1	0.2%
0.790802606	1	0.2%
Other values (446)	446	95.5%
(Missing)	2	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.18404908	1	0.2%
0.224792811	1	0.2%
0.262087393	1	0.2%
0.284975646	1	0.2%
0.287849089	1	0.2%

Value	Count	Frequency (%)
2.865216014	1	0.2%
2.308702864	1	0.2%
1.821137921	1	0.2%
1.810963209	1	0.2%
1.810599265	1	0.2%

county_bucket
Real number (ℝ_≥0)

MISSING

Distinct count	5
Unique (%)	1.1%
Missing	27
Missing (%)	5.8%
Infinite	0
Infinite (%)	0.0%

Mean	2.4977272727272726
Minimum	1.0
Maximum	5.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.393114967
Coefficient of variation (CV)	0.5577530349
Kurtosis	-1.039237829
Mean	2.497727273
Median Absolute Deviation (MAD)	1
Skewness	0.4947451927
Sum	1099
Variance	1.94076931

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	145	31.0%
2	101	21.6%
3	80	17.1%
4	58	12.4%
5	56	12.0%
(Missing)	27	5.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	145	31.0%
2	101	21.6%
3	80	17.1%
4	58	12.4%
5	56	12.0%

Value	Count	Frequency (%)
5	56	12.0%
4	58	12.4%
3	80	17.1%
2	101	21.6%
1	145	31.0%

nat_bucket
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	5
Unique (%)	1.1%
Missing	2
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%

Mean	2.496774193548387
Minimum	1.0
Maximum	5.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.298411796
Coefficient of variation (CV)	0.5200357323
Kurtosis	-0.9952138173
Mean	2.496774194
Median Absolute Deviation (MAD)	1
Skewness	0.401653297
Sum	1161
Variance	1.685873192

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	139	29.8%
2	111	23.8%
3	99	21.2%
4	77	16.5%
5	39	8.4%
(Missing)	2	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	139	29.8%
2	111	23.8%
3	99	21.2%
4	77	16.5%
5	39	8.4%

Value	Count	Frequency (%)
5	39	8.4%
4	77	16.5%
3	99	21.2%
2	111	23.8%
1	139	29.8%

pov
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	281
Unique (%)	60.2%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

14.1	6
20.5	5
7.3	5
7.7	5
18.4	5
Other values (276)	441

Common Values
Length

Value	Count	Frequency (%)
14.1	6	1.3%
20.5	5	1.1%
7.3	5	1.1%
7.7	5	1.1%
18.4	5	1.1%
11.2	5	1.1%
9.5	5	1.1%
20.1	5	1.1%
17.4	4	0.9%
11.3	4	0.9%
Other values (271)	418	89.5%

Length

Max length	4
Median length	4
Mean length	3.584582441
Min length	1

urate
Real number (ℝ_≥0)

Distinct count	456
Unique (%)	98.1%
Missing	2
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%

Mean	0.11739939258064516
Minimum	0.011335013
Maximum	0.507614213
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	0.011335013
5-th percentile	0.0352971268
Q1	0.068592058
median	0.105180534
Q3	0.140832976
95-th percentile	0.2557933014
Maximum	0.507614213
Range	0.4962792
Interquartile range (IQR)	0.072240918

Descriptive statistics

Standard deviation	0.06917513274
Coefficient of variation (CV)	0.5892290515
Kurtosis	4.789264266
Mean	0.1173993926
Median Absolute Deviation (MAD)	0.036406269
Skewness	1.694841819
Sum	54.59071755
Variance	0.004785198989

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.058573298	3	0.6%
0.149219467	2	0.4%
0.092148913	2	0.4%
0.216194332	2	0.4%
0.216848674	2	0.4%
0.131743119	2	0.4%
0.080686695	2	0.4%
0.066434996	2	0.4%
0.214183381	1	0.2%
0.088225858	1	0.2%
Other values (446)	446	95.5%
(Missing)	2	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.011335013	1	0.2%
0.011916111	1	0.2%
0.015197568	1	0.2%
0.016203704	1	0.2%
0.018193225	1	0.2%

Value	Count	Frequency (%)
0.507614213	1	0.2%
0.448074679	1	0.2%
0.439590444	1	0.2%
0.422321429	1	0.2%
0.348777349	1	0.2%

college
Real number (ℝ_≥0)

Distinct count	455
Unique (%)	97.8%
Missing	2
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%

Mean	0.22021668519569892
Minimum	0.013547237
Maximum	0.828070175
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	0.013547237
5-th percentile	0.0496061808
Q1	0.106167401
median	0.169544297
Q3	0.284542314
95-th percentile	0.5382201012
Maximum	0.828070175
Range	0.814522938
Interquartile range (IQR)	0.178374913

Descriptive statistics

Standard deviation	0.1583472315
Coefficient of variation (CV)	0.7190519256
Kurtosis	1.746945788
Mean	0.2202166852
Median Absolute Deviation (MAD)	0.073944904
Skewness	1.391802537
Sum	102.4007586
Variance	0.02507384573

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.100249066	3	0.6%
0.139520776	2	0.4%
0.408774373	2	0.4%
0.487170943	2	0.4%
0.08590604	2	0.4%
0.142857143	2	0.4%
0.315638907	2	0.4%
0.057256583	2	0.4%
0.244320298	2	0.4%
0.072751323	1	0.2%
Other values (445)	445	95.3%
(Missing)	2	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.013547237	1	0.2%
0.014117647	1	0.2%
0.015885947	1	0.2%
0.022668394	1	0.2%
0.026403743	1	0.2%

Value	Count	Frequency (%)
0.828070175	1	0.2%
0.824971165	1	0.2%
0.794069862	1	0.2%
0.779063361	1	0.2%
0.755110384	1	0.2%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	name	age	gender	raceethnicity	month	day	year	streetaddress	city	state	latitude	longitude	state_fp	county_fp	tract_ce	geo_id	county_id	namelsad	lawenforcementagency	cause	armed	pop	share_white	share_black	share_hispanic	p_income	h_income	county_income	comp_income	county_bucket	nat_bucket	pov	urate	college
0	A'donte Washington	16	Male	Black	February	23	2015	Clearview Ln	Millbrook	AL	32.529577	-86.362829	1	51	30902	1051030902	1051	Census Tract 309.02	Millbrook Police Department	Gunshot	No	3779	60.5	30.5	5.6	28375	51367.0	54766	0.937936	3.0	3.0	14.1	0.097686	0.168510
1	Aaron Rutledge	27	Male	White	April	2	2015	300 block Iris Park Dr	Pineville	LA	31.321739	-92.434860	22	79	11700	22079011700	22079	Census Tract 117	Rapides Parish Sheriff's Office	Gunshot	No	2769	53.8	36.2	0.5	14678	27972.0	40930	0.683411	2.0	1.0	28.8	0.065724	0.111402
2	Aaron Siler	26	Male	White	March	14	2015	22nd Ave and 56th St	Kenosha	WI	42.583560	-87.835710	55	59	1200	55059001200	55059	Census Tract 12	Kenosha Police Department	Gunshot	No	4079	73.8	7.7	16.8	25286	45365.0	54930	0.825869	2.0	3.0	14.6	0.166293	0.147312
3	Aaron Valdez	25	Male	Hispanic/Latino	March	11	2015	3000 Seminole Ave	South Gate	CA	33.939298	-118.219463	6	37	535607	6037535607	6037	Census Tract 5356.07	South Gate Police Department	Gunshot	Firearm	4343	1.2	0.6	98.8	17194	48295.0	55909	0.863814	3.0	3.0	11.7	0.124827	0.050133
4	Adam Jovicic	29	Male	White	March	19	2015	364 Hiwood Ave	Munroe Falls	OH	41.148575	-81.429878	39	153	530800	39153530800	39153	Census Tract 5308	Kent Police Department	Gunshot	No	6809	92.5	1.4	1.7	33954	68785.0	49669	1.384868	5.0	4.0	1.9	0.063550	0.403954
5	Adam Reinhart	29	Male	White	March	7	2015	18th St and Palm Ln	Phoenix	AZ	33.469380	-112.043320	4	13	111602	4013111602	4013	Census Tract 1116.02	Phoenix Police Department	Gunshot	No	4682	7	7.7	79	15523	20833.0	53596	0.388704	1.0	1.0	58	0.073651	0.102955
6	Adrian Hernandez	22	Male	Hispanic/Latino	March	27	2015	4000 Union Ave	Bakersfield	CA	35.395697	-119.002745	6	29	700	6029000700	6029	Census Tract 7	Bakersfield Police Department	Gunshot	Firearm	5027	50.8	0.3	44.2	25949	58068.0	48552	1.195996	4.0	4.0	17.2	0.131461	0.203801
7	Adrian Solis	35	Male	Hispanic/Latino	March	26	2015	1500 Bayview Ave	Wilmington	CA	33.793050	-118.270926	6	37	294200	6037294200	6037	Census Tract 2942	Los Angeles Police Department	Gunshot	Non-lethal firearm	5238	8.6	0.2	84.1	25043	66543.0	55909	1.190202	4.0	4.0	12.2	0.094347	0.090438
8	Alan Alverson	44	Male	White	January	28	2015	Pickett Runn Rd	Sunset	TX	30.665304	-96.401482	48	41	603	48041000603	48041	Census Tract 6.03	Wise County Sheriff's Department and Texas DPS	Gunshot	Firearm	4832	14.6	17.7	66.3	16778	30391.0	38310	0.793292	2.0	1.0	37.7	0.140833	0.047601
9	Alan James	31	Male	White	February	7	2015	200 Abbie St SE	Wyoming	MI	42.893238	-85.660584	26	81	14200	26081014200	26081	Census Tract 142	Kentwood Police Department and Wyoming DPS	Gunshot	Other	3795	63.6	7.7	26.5	22005	44553.0	51667	0.862311	3.0	2.0	18.4	0.174167	0.102692

Last rows

	name	age	gender	raceethnicity	month	day	year	streetaddress	city	state	latitude	longitude	state_fp	county_fp	tract_ce	geo_id	county_id	namelsad	lawenforcementagency	cause	armed	pop	share_white	share_black	share_hispanic	p_income	h_income	county_income	comp_income	county_bucket	nat_bucket	pov	urate	college
457	Walter Scott	50	Male	Black	April	4	2015	1945 Remount Rd	North Charleston	SC	32.899113	-80.013802	45	19	3300	45019003300	45019	Census Tract 33	North Charleston Police Department	Gunshot	Knife	4110	15.8	65.2	18.6	14963	19988.0	50792	0.393527	1.0	1.0	44.1	0.215909	0.092950
458	Wendell King	40	Male	White	January	29	2015	4800 Hildring Dr E	Forth Worth	TX	32.678600	-97.380737	48	439	105404	48439105404	48439	Census Tract 1054.04	Fort Worth Police Department	Gunshot	Unknown	4074	89.2	0.9	6	54494	102938.0	56853	1.810599	5.0	5.0	11.2	0.027575	0.711270
459	Wilber Castillo-Gongora	35	Male	Hispanic/Latino	February	5	2015	US-287	Electra	TX	34.044584	-98.931198	48	485	13800	48485013800	48485	Census Tract 138	Wichita County Sheriff's Office	Taser	Unknown	3507	94.8	0	2.5	31761	62817.0	45086	1.393271	5.0	4.0	4	0.034520	0.169804
460	William 'Rusty' Smith	53	Male	White	March	10	2015	700 Valley St	Hoover	AL	33.414931	-86.851557	1	73	14412	1073014412	1073	Census Tract 144.12	Hoover Police Department	Gunshot	No	4547	84.7	1.4	7.7	42312	81996.0	45429	1.804926	5.0	5.0	3	0.035916	0.627632
461	William Campbell	59	Male	Unknown	January	25	2015	335 New Brooklyn Rd	Berlin	NJ	39.749119	-74.929306	34	7	609103	34007609103	34007	Census Tract 6091.03	Winslow Police Department	Gunshot	Non-lethal firearm	5065	64.3	16.9	4.9	31470	65759.0	61683	1.066080	3.0	4.0	7.3	0.140866	0.236107
462	William Chapman II	18	Male	Black	April	22	2015	1098 Frederick Blvd	Portsmouth	VA	36.829014	-76.341438	51	740	211500	51740211500	51740	Census Tract 2115	Portsmouth Police Department	Gunshot	No	1640	40.9	53.8	0	25262	27418.0	46166	0.593900	1.0	1.0	35.2	0.152047	0.120553
463	William Dick III	28	Male	Native American	April	4	2015	Bureau of Indian Affairs Rd 66	Tonasket	WA	48.708542	-119.436829	53	47	970400	53047970400	53047	Census Tract 9704	US Forest Service	Taser	Firearm	4154	74.5	0.4	20.2	18470	35608.0	40368	0.882085	1.0	2.0	27.3	0.133650	0.174525
464	William Poole	52	Male	White	March	16	2015	130 Wedowee Ln	Gaston	NC	35.205776	-81.240669	37	71	31704	37071031704	37071	Census Tract 317.04	Gaston County Police Department	Gunshot	Firearm	3850	83.2	10.1	0.3	21175	38200.0	42017	0.909156	2.0	2.0	28.5	0.256150	0.072764
465	Yuvette Henderson	38	Female	Black	February	3	2015	3800 Hollis St	Oakland	CA	37.827129	-122.284492	6	1	401700	6001401700	6001	Census Tract 4017	Emeryville Police Department	Gunshot	Firearm	2544	21.7	24.9	37.1	26971	63052.0	72112	0.874362	2.0	4.0	23.9	0.069601	0.396476
466	Zaki Shinwary	48	Male	Unknown	January	16	2015	Lake Arrowhead Ave and Great Salt Lake Dr	Fremont	CA	37.586471	-122.060010	6	1	441522	6001441522	6001	Census Tract 4415.22	Fremont Police Department	Gunshot	Firearm	5177	23.1	4	12.3	33590	88940.0	72112	1.233359	4.0	5.0	6.1	0.080912	0.435773

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows